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Filtered Indexes on partitioned table

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Hi, We have a table with 3 billion records. This table is partitioned by day. Currently we have clustered index on primary key and other non clustered indexes. Every query that hits this table taking so long. The queries are like, give everything for the last 7 days, 14 days or 1 month. So is it better to create filtered indexes on each partition? 

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